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Your Benchmark Forgot the Box: Attribute the Wobble Before You Blame the Model

You ran the same twelve tasks against two coding agents last month. One won by four points. You put the table in a doc and moved on. Now ask the harder question. How much of that four-point gap belonged to the runtime rather than the model? A different machine. A cold dependency cache. A workspace…

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  1. 2026-11-07 17:58 · DEV Community — AI
    Your Benchmark Forgot the Box: Attribute the Wobble Before You Blame the Model

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